epoch 0, loss_tr=20.670527 err_tr=0.992373 loss_te=21.211617 err_te=0.990626 err_te_snt=0.985570
epoch 8, loss_tr=19.071844 err_tr=0.522852 loss_te=20.635164 err_te=0.680344 err_te_snt=0.184704
epoch 16, loss_tr=18.827572 err_tr=0.299121 loss_te=20.504557 err_te=0.583755 err_te_snt=0.098124
epoch 24, loss_tr=18.715324 err_tr=0.177930 loss_te=20.387863 err_te=0.503030 err_te_snt=0.049784
epoch 32, loss_tr=18.652544 err_tr=0.106914 loss_te=20.286491 err_te=0.434687 err_te_snt=0.013709
epoch 40, loss_tr=18.615353 err_tr=0.069170 loss_te=20.380014 err_te=0.502490 err_te_snt=0.062771
epoch 48, loss_tr=18.593130 err_tr=0.047490 loss_te=20.237856 err_te=0.405472 err_te_snt=0.015873
epoch 56, loss_tr=18.575861 err_tr=0.032988 loss_te=20.227024 err_te=0.401621 err_te_snt=0.011544
epoch 64, loss_tr=18.563589 err_tr=0.022715 loss_te=20.191673 err_te=0.380200 err_te_snt=0.008658
epoch 72, loss_tr=18.554922 err_tr=0.017314 loss_te=20.184410 err_te=0.375066 err_te_snt=0.012987
epoch 80, loss_tr=18.547533 err_tr=0.012422 loss_te=20.145796 err_te=0.348917 err_te_snt=0.009380
epoch 88, loss_tr=18.541716 err_tr=0.009336 loss_te=20.134068 err_te=0.338020 err_te_snt=0.007937
epoch 96, loss_tr=18.537113 err_tr=0.007363 loss_te=20.133242 err_te=0.336800 err_te_snt=0.005051
epoch 104, loss_tr=18.532967 err_tr=0.005693 loss_te=20.186001 err_te=0.375990 err_te_snt=0.012987
epoch 112, loss_tr=18.529909 err_tr=0.004863 loss_te=20.110970 err_te=0.324233 err_te_snt=0.006494
epoch 120, loss_tr=18.526859 err_tr=0.003496 loss_te=20.100243 err_te=0.316575 err_te_snt=0.007937
epoch 128, loss_tr=18.524670 err_tr=0.002861 loss_te=20.082413 err_te=0.304974 err_te_snt=0.005772
epoch 136, loss_tr=18.522478 err_tr=0.002305 loss_te=20.099455 err_te=0.318407 err_te_snt=0.006494
epoch 144, loss_tr=18.520653 err_tr=0.001963 loss_te=20.087200 err_te=0.309284 err_te_snt=0.003608
epoch 152, loss_tr=18.519236 err_tr=0.001670 loss_te=20.074562 err_te=0.298547 err_te_snt=0.004329
epoch 160, loss_tr=18.517609 err_tr=0.001484 loss_te=20.084480 err_te=0.306534 err_te_snt=0.005772
epoch 168, loss_tr=18.516632 err_tr=0.001660 loss_te=20.086996 err_te=0.307494 err_te_snt=0.006494
epoch 176, loss_tr=18.515141 err_tr=0.001113 loss_te=20.076845 err_te=0.301156 err_te_snt=0.005772
epoch 184, loss_tr=18.514147 err_tr=0.001035 loss_te=20.086447 err_te=0.310832 err_te_snt=0.005051
epoch 192, loss_tr=18.513075 err_tr=0.000723 loss_te=20.091150 err_te=0.307372 err_te_snt=0.007215
epoch 200, loss_tr=18.512360 err_tr=0.000801 loss_te=20.062868 err_te=0.292265 err_te_snt=0.004329
epoch 208, loss_tr=18.511362 err_tr=0.000674 loss_te=20.060173 err_te=0.292042 err_te_snt=0.006494
epoch 216, loss_tr=18.510509 err_tr=0.000566 loss_te=20.060522 err_te=0.289228 err_te_snt=0.003608
epoch 224, loss_tr=18.510036 err_tr=0.000527 loss_te=20.050055 err_te=0.281679 err_te_snt=0.004329
epoch 232, loss_tr=18.508945 err_tr=0.000332 loss_te=20.053684 err_te=0.284131 err_te_snt=0.004329
epoch 240, loss_tr=18.508579 err_tr=0.000430 loss_te=20.056845 err_te=0.286269 err_te_snt=0.003608
epoch 248, loss_tr=18.507996 err_tr=0.000391 loss_te=20.044842 err_te=0.280039 err_te_snt=0.004329
epoch 256, loss_tr=18.507450 err_tr=0.000439 loss_te=20.056276 err_te=0.286412 err_te_snt=0.005051
epoch 264, loss_tr=18.506914 err_tr=0.000244 loss_te=20.073000 err_te=0.297898 err_te_snt=0.006494
epoch 272, loss_tr=18.506538 err_tr=0.000312 loss_te=20.048300 err_te=0.283231 err_te_snt=0.005051
epoch 280, loss_tr=18.506121 err_tr=0.000410 loss_te=20.044466 err_te=0.280246 err_te_snt=0.005051
epoch 288, loss_tr=18.505632 err_tr=0.000352 loss_te=20.051775 err_te=0.284110 err_te_snt=0.005051
epoch 296, loss_tr=18.505003 err_tr=0.000234 loss_te=20.039747 err_te=0.276666 err_te_snt=0.002886
epoch 304, loss_tr=18.504694 err_tr=0.000146 loss_te=20.053530 err_te=0.285420 err_te_snt=0.005051
epoch 312, loss_tr=18.504372 err_tr=0.000283 loss_te=20.038235 err_te=0.274364 err_te_snt=0.003608
epoch 320, loss_tr=18.503859 err_tr=0.000215 loss_te=20.038788 err_te=0.273772 err_te_snt=0.002165
epoch 328, loss_tr=18.503538 err_tr=0.000195 loss_te=20.035769 err_te=0.272006 err_te_snt=0.002886
epoch 336, loss_tr=18.503229 err_tr=0.000186 loss_te=20.039082 err_te=0.274256 err_te_snt=0.004329
epoch 344, loss_tr=18.502987 err_tr=0.000088 loss_te=20.052710 err_te=0.283297 err_te_snt=0.004329
epoch 352, loss_tr=18.502556 err_tr=0.000098 loss_te=20.041336 err_te=0.278610 err_te_snt=0.005051
